Statistical distances, divergences, and similar quantities have an extensive history play important role in the statistical related scientific literature. This shows up estimation, where we often use estimators based on minimizing a distance. Distances also prominent hypothesis testing model selection. We review properties of distances that are used work, present their properties, show how they...